The next time a subway car or commuter train rolls into the station, try to sneak a quick peek at its large metal wheels. You’ll notice that instead of being perfect cylinders, they’re actually angled. It’s a deliberate and clever design choice that allows your train to roll around corners without flying off the tracks.
Source: The Reason Trains Have Angled Wheels Is Incredibly Clever